﻿using MgAl2O4.Utils;

namespace FFTriadBuddy
{
    public class MLClassifierCactpot
    {
        private float[] Layer0W = null;
        private float[] Layer0B = null;
        private float[] Layer1W = null;
        private float[] Layer1B = null;

        public int Calculate(float[] input, out float BestPct)
        {
            float[] Layer0Out = new float[Layer0B.Length];
            MLUtils.CalcNetworkLayer(input, Layer0Out, Layer0W, Layer0B);
            MLUtils.ApplyRelu(Layer0Out);

            float[] Layer1Out = new float[Layer1B.Length];
            MLUtils.CalcNetworkLayer(Layer0Out, Layer1Out, Layer1W, Layer1B);
            MLUtils.ApplySoftmax(Layer1Out);

            return MLUtils.PickHighestProbability(Layer1Out, out BestPct);
        }

        public void InitializeModel()
        {
            // AUTO GENERATED, see: ml/PatternMatch/ for details
            Layer0W = new float[]{-0.148836f, 0.001810f, -0.035480f, -0.011770f, 0.127098f, 0.000168f, -0.028543f, -0.250295f, 0.014155f, 0.086286f, -0.111505f, -0.104999f, -0.128126f, -0.271857f, 0.069019f, -0.077900f, 0.073256f, 0.029110f, -0.001404f,
0.284580f, 0.025371f, 0.490610f, 0.128125f, -0.726707f, 0.128055f, 0.147024f, -0.136818f, 0.164706f, -0.050757f, -0.142489f, 0.151578f, -0.053940f, -0.757073f, -0.143539f, -0.062807f, -0.861824f, -0.145208f, -0.052922f, 0.373143f, -0.116057f,
0.162932f, -0.004120f, -0.082824f, -0.417979f, 0.146195f, 0.120325f, 0.003524f, 0.118183f, 0.093588f, 0.122865f, -0.119575f, -0.041645f, -0.012137f, -0.520122f, -0.018346f, -0.367067f, -0.162112f, -0.151609f, 0.459271f, 0.048215f, 0.058869f,
-0.247747f, 1.085661f, 0.160025f, 0.156700f, -0.117316f, 0.079686f, 0.446072f, -0.154701f, 0.419381f, -0.133687f, 0.579379f, 0.157689f, 0.052807f, 0.041310f, -0.372738f, 0.003476f, 0.302432f, 0.169689f, -0.164221f, 0.204636f, -0.009758f, -0.164343f,
-0.098683f, 0.125300f, -0.214501f, -0.074250f, 0.242174f, 0.356704f, -0.047323f, 0.013629f, -0.015503f, -0.122522f, 0.213863f, -0.007403f, 0.124441f, -0.009388f, -0.002061f, -0.170116f, 0.076895f, 0.049895f, 0.057702f, -0.112790f, -0.527472f,
-0.015249f, 0.038490f, 0.102343f, 0.027386f, -0.054380f, 0.110237f, -0.168252f, 0.064623f, -0.253381f, 0.024830f, 0.125271f, 0.062100f, 0.107148f, 0.060526f, -0.305900f, 0.115117f, 0.134986f, -0.113297f, 0.134737f, -0.041737f, -0.151956f, -0.128707f,
-0.144056f, 0.039057f, -0.114718f, 0.009105f, -0.013039f, 0.264323f, 0.255774f, 0.037195f, 0.153400f, -0.181377f, -0.101585f, 0.057504f, -0.273971f, -0.147892f, 0.036978f, 0.206594f, 0.231035f, -0.071398f, -0.000986f, -0.039513f, 0.196045f,
-0.019866f, -0.162936f, 0.249586f, 0.012649f, -0.041808f, 0.057249f, 0.089758f, -0.158987f, 0.099499f, -0.113356f, 0.472357f, -0.016125f, -0.065958f, 0.456891f, 0.062195f, -0.129990f, 0.136314f, -0.011856f, 0.074741f, 0.011780f, 0.616919f, 0.314623f,
0.130623f, -0.000559f, -0.059309f, -0.591579f, 0.036803f, -0.071682f, -0.095920f, -0.127330f, 0.116000f, 0.042274f, -0.256346f, 0.132242f, 0.128915f, 0.167759f, -0.170490f, 0.002993f, -0.054050f, -0.163584f, -0.024073f, 0.158482f, 0.110447f,
0.074686f, -0.035399f, 0.080154f, -0.012143f, 0.236621f, 0.501833f, 0.004181f, -0.121697f, -0.323104f, -0.119211f, 0.126479f, -0.080101f, 0.133572f, -0.054720f, 0.086533f, 0.150513f, 0.004819f, 0.022105f, -0.077092f, 0.052109f, 0.006421f, -0.039956f,
0.296758f, -0.263912f, -0.005844f, -0.394048f, -0.045871f, -0.092373f, -0.613878f, -0.071503f, 0.114870f, 0.481223f, -0.257388f, 0.067359f, -0.063299f, -0.050275f, -0.104590f, 0.150523f, 0.009908f, 0.658639f, -0.032422f, -0.199910f, 0.022716f,
-0.116303f, -0.077361f, 0.269172f, 0.151031f, 0.295333f, -0.012580f, 0.056326f, 0.212129f, -0.132948f, -0.088280f, 0.106222f, -0.081136f, 0.470769f, -0.173808f, 0.400877f, 0.021685f, -0.117962f, 0.015271f, 0.118507f, -0.413070f, 0.173852f, 0.162290f,
-0.141380f, 0.149568f, 0.093777f, -0.132218f, -0.217118f, -0.135645f, 0.136655f, -0.075876f, -0.215148f, -0.021403f, -0.012622f, -0.111477f, -0.030483f, -0.075104f, 0.071663f, 0.117305f, -0.123851f, 0.421467f, -0.023629f, 0.446490f, 0.288746f,
0.020553f, 0.142239f, 0.172120f, 0.103923f, 0.089315f, -0.163775f, -0.066562f, 0.189047f, -0.063748f, 0.141825f, 0.071269f, -0.118907f, -0.047678f, -0.052944f, -0.129350f, 0.214430f, -0.272732f, 0.003436f, -0.148308f, -0.469684f, 0.125150f,
-0.366516f, -0.366556f, 0.054917f, 0.147311f, 0.351804f, 0.137574f, 0.035092f, -0.021838f, -0.097741f, -0.363596f, 0.268896f, 0.023500f, 0.414379f, 0.041577f, -0.405895f, -0.090575f, -0.155140f, -0.062322f, 0.782183f, 0.137824f, 0.018487f, 0.017057f,
-0.093773f, 0.224002f, 0.045487f, -0.090293f, 0.034617f, -0.099147f, 0.598094f, -0.008242f, 0.085594f, -0.054870f, -0.169870f, -0.025556f, 0.100640f, 0.058496f, 0.127142f, -0.130533f, 0.024174f, -0.090508f, 0.153518f, 0.050284f, -0.025169f,
-0.097004f, 0.407615f, 0.021333f, -0.352393f, 0.124348f, 0.035813f, -0.034896f, -0.076182f, 0.080870f, 0.045944f, 0.100942f, 0.108769f, -0.082316f, -0.080431f, 0.105348f, -0.001988f, -0.112113f, 0.044853f, 0.039139f, 0.001696f, 0.000421f, -0.162063f,
0.116475f, -0.286633f, -0.158945f, -0.152997f, -0.042100f, -0.027763f, -0.014702f, -0.168233f, 0.116382f, 0.536723f, -0.138208f, 0.477068f, -0.113750f, -0.092088f, 0.113949f, -0.127568f, 0.076600f, 0.075725f, 0.066313f, -0.327076f, 0.157934f,
-0.115353f, 0.033402f, -0.126471f, 0.002747f, 0.134077f, 0.012079f, 0.186067f, -0.074669f, -0.082821f, 0.037349f, 0.093259f, 0.074751f, 0.220319f, -0.013374f, -0.130393f, -0.060378f, -0.178436f, 0.444838f, 0.085400f, -0.067095f, 0.023084f,
-0.080814f, 0.146680f, -0.135767f, 0.119966f, 0.224296f, 0.085420f, 0.032143f, -0.067665f, -0.184364f, -0.189521f, 0.066744f, -0.060025f, 0.160495f, -0.117586f, 0.105223f, 0.053421f, 0.126436f, -0.085619f, -0.034311f, -0.229550f, 0.033173f,
-0.146294f, -0.050130f, -0.109637f, -0.102572f, 0.117772f, 0.102304f, -0.150468f, 0.053094f, 0.028059f, 0.268969f, 0.135587f, 0.065041f, -0.147558f, -0.141446f, 0.092875f, 0.101667f, -0.170633f, 0.033463f, 0.079962f, -0.091250f, 0.049839f, 0.019707f,
-0.101969f, 0.144165f, -0.007145f, -0.092250f, -0.134949f, -0.131902f, -0.137200f, -0.072880f, -0.304942f, 0.112851f, 0.053638f, -0.459621f, 0.122905f, 0.128627f, -0.223950f, 0.095597f, 0.076882f, 0.099669f, -0.106809f, 0.236577f, -0.103915f,
0.033046f, 0.229409f, -0.067105f, -0.305191f, -0.041450f, -0.015384f, -0.107959f, 0.078903f, 0.076425f, -0.037953f, -0.129520f, 0.133761f, 0.260998f, -0.148308f, 0.014442f, 0.073631f, -0.057993f, -0.601055f, 0.160826f, 0.448495f, 0.513247f,
-0.048620f, 0.004145f, 0.013948f, -0.019515f, 0.025111f, 0.154595f, -0.176598f, -0.085018f, 0.121616f, -0.168430f, -0.187231f, -0.093399f, 0.281566f, -0.042570f, -0.220149f, 0.082615f, 0.036097f, 0.062957f, 0.105572f, -0.033136f, 0.129975f,
-0.100718f, -0.013419f, -0.017338f, 0.114140f, 0.270027f, 0.157966f, 0.086319f, 0.167353f, -0.233450f, 0.074768f, 0.112527f, 0.045718f, -0.110649f, 0.560077f, -0.057349f, 0.150256f, 0.028361f, -0.071597f, -0.071273f, 0.057973f, -0.115818f, 0.384584f,
-0.130525f, 0.047667f, -0.023262f, -0.363749f, -0.052192f, -0.161420f, -0.309448f, -0.027138f, 0.023091f, 0.038323f, 0.073995f, 0.144373f, 0.101530f, -0.062342f, 0.035661f, 0.306415f, -0.102608f, 0.103066f, 0.083892f, -0.139287f, 0.123669f,
0.061394f, -0.104498f, -0.078344f, 0.122020f, 0.188614f, 0.017854f, 0.095932f, 0.551130f, -0.021277f, 0.161466f, 0.004227f, 0.132084f, -1.153091f, 0.080963f, 0.709968f, 0.994551f, -0.099387f, 0.058451f, 0.128209f, -0.209202f, 0.850669f, 0.122961f,
0.070701f, 0.121771f, -0.138798f, -0.029704f, 0.255669f, 0.067625f, 0.752463f, 0.019636f, -0.160729f, -0.001688f, -0.131349f, -0.150793f, 0.104009f, 0.075470f, -0.059542f, -0.001140f, 0.007801f, 0.457351f, 0.127583f, 0.075081f, -0.080786f, 0.063256f,
-0.038021f, -0.643801f, -0.072415f, -0.013726f, -0.058595f, 0.041912f, 1.017395f, 0.089960f, -0.037357f, -0.163557f, -0.159772f, 0.076567f, -0.101057f, 0.071132f, 0.716598f, 0.557563f, 0.071835f, -0.112895f, -0.862291f, 0.049301f, -0.702352f,
-0.994654f, -0.092943f, -0.110582f, -0.640671f, 0.782887f, 0.133990f, 0.141247f, 0.149006f, 0.241792f, 0.553601f, 0.159721f, 0.622164f, 0.118274f, -0.748765f, -0.071579f, 0.067140f, 0.132260f, 0.343834f, -0.041504f, 0.389793f, -0.106614f, 0.026885f,
-0.090991f, -0.145692f, -0.045176f, -0.090005f, 0.081033f, 0.103462f, 0.119091f, -0.220087f, -0.053651f, 0.052419f, -0.166685f, -0.051050f, 0.199630f, -0.232641f, -0.009623f, 0.162772f, -0.039280f, 0.061339f, 0.135105f, 0.351830f, -0.053251f,
0.282692f, -0.169388f, 0.010739f, -0.034473f, -0.078533f, 0.012727f, 0.167621f, -0.044175f, -0.028649f, -0.141263f, -0.051223f, -0.609649f, 0.010148f, 0.048730f, -0.342944f, 0.020293f, -0.157196f, 0.019589f, 0.095232f, -0.112527f, -0.062056f,
-0.139281f, -0.525876f, -0.037400f, 0.068113f, 0.122972f, 0.058262f, 0.062585f, 0.087056f, -0.174938f, -0.036322f, 0.009337f, -0.434199f, 0.088936f, 0.354027f, -0.072104f, 0.280668f, 0.479508f, 0.121207f, -0.111163f, 0.163238f, 0.256512f, 0.109293f,
-0.026329f, 0.141321f, 0.192631f, -0.233120f, -0.080389f, -0.234660f, -0.103089f, 0.589981f, -0.172486f, 0.139685f, 0.073946f, -0.431296f, -0.062352f, 0.260028f, -0.115543f, 0.051328f, 0.002308f, 0.078142f, 0.061968f, -0.055696f, 0.014657f,
-0.056161f, 0.140904f, 0.086618f, 0.102515f, -0.167019f, 0.074046f, -0.096789f, -0.065529f, 0.188099f, -0.160621f, 0.142066f, 0.130452f, 0.014292f, 0.083002f, 0.006403f, -0.017349f, 0.076909f, -0.041834f, -0.182782f, 0.162785f, -0.024528f,
-0.125108f, -0.062020f, -0.077745f, -0.022305f, 0.056481f, -0.102184f, -0.065414f, -0.117980f, -0.069529f, -0.161386f, 0.048018f, -0.076444f, 0.095393f, -0.085838f, 0.124700f, 0.064002f, -0.094433f, 0.198768f, 0.019332f, 0.139549f, 0.024428f,
0.108036f, 0.087275f, -0.067253f, -0.074195f, 0.009840f, 0.257025f, -0.046358f, 0.134392f, 0.024147f, -0.078447f, -0.057212f, -0.082723f, 0.014802f, 0.006561f, 0.405380f, -0.201034f, 0.114995f, 0.013256f, -0.035844f, 0.052972f, -0.149488f,
-0.032647f, 0.049393f, -0.072708f, 0.158245f, -0.166210f, -0.080394f, 0.004620f, 0.111792f, -0.144174f, 0.416804f, 0.163937f, -0.125015f, 0.255243f, 0.015747f, 0.023416f, 0.076495f, 0.081229f, -0.106272f, -0.095611f, 0.303514f, 0.146229f, -0.164938f,
0.048115f, 0.013008f, -0.475584f, 0.007237f, -0.010743f, -0.136285f, -0.097601f, 0.002783f, 0.101261f, -0.293594f, -0.172330f, -0.051437f, -0.100438f, -0.118073f, -0.117600f, 0.044646f, -0.101947f, -0.066071f, 0.024562f, 0.087181f, 0.090501f,
-0.056421f, -0.067365f, -0.128450f, 0.433785f, 0.459367f, -0.011379f, -0.016805f, 0.014907f, -0.078853f, -0.134704f, 0.018496f, 0.002946f, 0.065977f, 0.120450f, -0.131443f, 0.074451f, -0.019591f, -0.131197f, 0.006160f, -0.141797f, -0.052854f,
0.233161f, -0.131266f, 0.139141f, -0.428294f, -0.169198f, 0.047646f, -0.601952f, -0.056234f, -0.166749f, 0.297232f, 0.167583f, -0.164707f, 0.104528f, -0.068357f, -0.214915f, 0.168562f, 0.058887f, 0.267327f, 0.053007f, -0.198510f, -0.089038f,
0.078871f, 0.149912f, 0.176110f, -0.080590f, 0.095524f, -0.141530f, 0.042322f, 0.624806f, -0.087243f, -0.088263f, 0.110338f, 0.056220f, 0.202931f, 0.068083f, 0.207790f, 0.187821f, -0.098826f, -0.084415f, 0.134384f, -0.715917f, -0.041584f, -0.123758f,
-0.046972f, 0.152787f, -0.172923f, 0.145933f, -0.473539f, 0.037699f, -0.063467f, 0.066738f, -0.338454f, -0.047638f, -0.169744f, -0.118696f, 0.006113f, 0.148756f, 0.027613f, -0.065875f, -0.095906f, -0.271642f, 0.005551f, 0.438331f, 0.299071f,
-0.088466f, -0.155872f, 0.120238f, -0.164451f, -0.046195f, -0.147803f, -0.132986f, -0.520635f, -0.031220f, 0.132109f, 0.071583f, 0.153008f, -0.155681f, -0.095153f, 0.072374f, 0.431999f, -0.521054f, 0.428778f, -0.128214f, -0.538227f, 0.074164f,
-0.075037f, -0.325877f, 0.086427f, 0.069619f, -0.024587f, 0.382323f, 0.027563f, -0.086896f, -0.044127f, -0.406671f, 0.400708f, -0.057638f, 0.917492f, 0.095256f, -0.218349f, 0.017999f, -0.160939f, -0.027284f, 0.538433f, -0.091936f, -0.128161f,
0.114135f, 0.080688f, 0.398802f, 0.120000f, 0.087869f, 0.032750f, 0.025882f, 1.012946f, 0.014342f, -0.137711f, 0.161418f, 0.071792f, 0.106009f, 0.144291f, -0.116151f, 0.198763f, 0.079839f, 0.040713f, 0.146931f, 0.031247f, 0.014713f, -0.124883f,
-0.034474f, -0.455926f, -0.118019f, -0.688973f, -0.066771f, 0.063196f, 0.082130f, -0.028046f, 0.169072f, -0.017085f, -0.099254f, 0.055106f, -0.487889f, -0.144153f, -0.016587f, -0.202748f, -0.007971f, -0.094075f, 0.374128f, -0.109800f, 0.060465f,
-0.111424f, 0.012374f, -0.333468f, -0.052724f, -0.014583f, -0.024591f, -0.029210f, 0.010670f, 0.151506f, 0.092406f, 0.254859f, -0.265756f, 0.688423f, 0.101764f, -0.267464f, 0.102797f, -0.141325f, 0.213961f, 0.028041f, 0.020308f, -0.251879f,
-0.011653f, -0.006491f, 0.131668f, 0.123454f, 0.071575f, -0.040194f, -0.161372f, 0.312866f, -0.133703f, 0.192548f, 0.061425f, 0.068618f, -0.160802f, 0.191874f, -0.075401f, -0.241889f, -0.114711f, -0.014321f, -0.099811f, 0.120257f, 0.092571f,
-0.107185f, 0.070714f, 0.766522f, 0.071825f, -0.114610f, -0.086707f, 0.080709f, -0.161479f, -0.030927f, -0.232092f, -0.280256f, 0.151354f, 0.004896f, 0.141626f, 0.000908f, 0.128061f, -0.053404f, 0.008911f, -0.195060f, -0.103130f, -0.337959f,
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            Layer0B = new float[]{-0.258583f, 0.000000f, -0.005248f, 0.002120f, 0.000000f, 0.554779f, -0.008047f, 0.335827f, -0.337699f, -0.007573f, -0.009143f, 0.000000f, -0.638380f, 0.012579f, -0.005553f, -0.006835f, 0.000000f, -0.008788f, -0.015453f,
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1.340297f, 0.931568f, 0.512651f, -2.617301f, 0.180286f, -0.880321f, 1.010140f, -1.045019f, -0.020080f, 0.384399f, -1.645020f, -0.422868f, 3.202615f, 1.900042f, -0.588829f, -1.161514f, 0.854993f, -3.150161f, 1.229013f, -0.231487f, 0.210034f,
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0.762602f, -1.773677f, 0.901766f, 0.006951f, -0.752922f, -0.664210f, -0.290406f, -0.791320f, -2.992069f, -6.094047f, -0.614840f, -0.529963f, -0.146730f, 0.225384f, 0.968909f, -0.361733f, 3.108127f, -0.231604f, -0.013451f, -0.200010f, 0.210446f,
0.122481f, -0.251846f, -0.161671f, -0.141318f, -0.087464f, 0.012722f, 0.210376f, 0.051582f, -0.084380f, 0.048616f, 0.251909f, 0.059813f, 0.009555f, 0.072539f, 0.063879f, 0.047277f, 0.079884f, -0.048160f, -0.109641f, -0.244513f, -0.161881f, 0.194767f,
-0.254853f, 0.152454f, -0.183503f, 0.215654f, -9.182094f, -8.326635f, 1.823247f, -2.469782f, 1.586532f, -5.111103f, -0.560375f, -4.411130f, 3.917098f, 1.390118f, -8.706013f, -5.285527f, -0.981863f, -2.457423f, 3.531057f, -3.503635f, 0.049301f,
-3.943882f, 2.904227f, 2.007026f, -0.161105f, 0.073860f, -0.243452f, -0.018434f, 0.127820f, 0.088417f, -0.188545f, -0.009093f, 0.065997f, 0.078477f, 0.520892f, 1.775638f, -4.889804f, -2.039557f, 1.292920f, 1.689069f, 0.807174f, -3.684866f, 0.241035f,
1.338463f, -0.052828f, -0.228867f, -0.209500f, -0.103845f, -0.220540f, 0.099207f, 0.233574f, -0.236191f, -0.243106f, -0.033014f, 0.812292f, 1.174574f, 0.706137f, 1.223500f, -1.888971f, -0.330829f, -1.049980f, -0.555601f, -0.904660f, 1.207527f,
0.084722f, 0.013920f, -0.058199f, 0.159147f, 0.049049f, -0.194031f, 0.020604f, 0.007205f, 0.119985f, -0.113327f, 0.256631f, -0.177733f, 0.131227f, -0.236483f, -0.060902f, -0.166460f, -0.071201f, -0.204042f, 0.213920f, -0.071954f, 0.078648f,
0.250683f, -0.177121f, -0.084381f, 0.156645f, 0.017098f, -0.249259f, -0.102388f, -0.040517f, -0.048875f, -8.303774f, -3.622553f, -1.463740f, 1.285590f, -7.258330f, 1.969501f, 2.111588f, -16.723055f, 1.869975f, 1.688206f, 0.200887f, -0.113476f,
0.010434f, 0.087776f, 0.027554f, 0.170507f, 0.162494f, -0.013715f, 0.256295f, -0.214305f, -9.539000f, -5.413673f, -4.321090f, 0.897134f, -0.328475f, 0.489940f, 0.972745f, -9.124123f, 0.321578f, 2.286171f, 0.126754f, 0.169733f, -0.002473f, -0.083655f,
-0.170499f, 0.067872f, -0.225047f, -0.173138f, 0.080968f, -0.135631f, 0.115883f, -0.202853f, 0.247769f, 0.155964f, -0.194910f, 0.062492f, 0.161738f, 0.237758f, -0.141454f, 0.157030f};
            Layer1B = new float[] { 0.825892f, 0.613250f, -2.187903f, 1.074679f, 0.004663f, -0.595076f, 0.245288f, 0.675730f, 0.209541f, -0.257801f };
        }
    }
}
